{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d077808-4ffc-4b37-bfba-8feeed1abb87",
   "metadata": {},
   "source": [
    "## Example workflow for spatial exposure time with dorado\n",
    "#### Caitlin R. R. Turner, July 2025"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c846b3c-0c0b-4c5a-b4e1-2d61da7850ff",
   "metadata": {},
   "source": [
    "This workbook provides an example workflow for calculating exposure time in two dimensions using walk-data outputs from dorado. To demonstrate this functionality, the workbook walks through calculations of **spatial water exposure time** for the **Lake Pontchartrain Estuary** in Louisiana (USA). \n",
    "\n",
    "To use this notebook, we need `walk_data` and `model_variables` that can be created created using `unstructured_grid_Delft3dFM.ipynb` or can be found [here](https://doi.org/10.4211/hs.2301e151c62d4febb59655885458ab0c) (Turner, 2025) in the folder **D3DFM_example_required_files**. \n",
    "\n",
    "For your own implementation with other models, walk_data, elevation (rasterized), exposure time, and regions can be created using `dorado.particle_track.py` and `dorado.routimes.py` following the methods of `unstructured_grid_Delft3dFM.ipynb` or `unstructured_grid_anuga.ipynb`. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b57bb706-8654-4011-9462-1d3f89549e67",
   "metadata": {},
   "source": [
    "### Import necessary dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f1a58306-a15c-4eba-9270-5b93b1629ec1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import json\n",
    "from pathlib import Path\n",
    "import dorado\n",
    "from matplotlib import pyplot as plt\n",
    "import dorado.spatial as spat\n",
    "import dorado.particle_track as pt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90fd4c98-a80d-4599-b347-1b344f3ed2b1",
   "metadata": {},
   "source": [
    "### Set up model names and folders\n",
    "First, we begin by calling the folder where *dorado* outputs and HydroShare files were saved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4a24308e-70ce-497c-bbf8-8305cd409a69",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_folder = Path(r\"Documents/D3DFM_example_required_files\") # Change to your path\n",
    "model_run = \"run_01\"\n",
    "\n",
    "path2folder = data_folder / model_run\n",
    "path2folder.mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa1046bc-082a-4d83-a35a-786b3ec3d90a",
   "metadata": {},
   "source": [
    "### Load Variables\n",
    "\n",
    "Now we load walk data that was output by `dorado.particle_track()` as well as variables that were created while running the Delft3D unstructured grid notebook (`unstructured_grid_Delft3dFM.ipynb`). These are the rasterized versions of variables.\n",
    "\n",
    "- `walk_data` dictionary of all x and y locations and travel times (`xinds`, `yinds`, `travel_times`) created with `dorado.particle_track.py` and `dorado.routimes.py`\n",
    "- `elevation` terrain or bathymetry grid which is used to define domain shape\n",
    "- `regions` binary mask that can be created using as a .csv as explained in `unstructured_grid_Delft3dFM.ipynb` that should have the same shape as elevation (1 = region of interest, 0 = ignore).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13a1d6ec-a0c0-474a-b8d3-ab611f512de9",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(data_folder / f'WalkData_{model_run}.txt', 'r') as f:\n",
    "    walk_data = json.load(f)\n",
    "model_variables = np.load(data_folder / f'unstructured_model_Delft3DFM_variables_{model_run}.npz')\n",
    "elevation = model_variables['elevation']\n",
    "regions = model_variables['celltype']  # If data was downloaded from HydroShare, you may need to change this to: regions = model_variables['celltype'] "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a497f26-8c71-4c61-b59c-f0b47287087b",
   "metadata": {},
   "source": [
    "Now we are going to use `dorado.particle_track.exposure_time()` to calculate exposure time for all particles and create `exposure_times` using `walk_data` and `regions`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a0aecdd-7538-4697-8b38-e685f085153f",
   "metadata": {},
   "outputs": [],
   "source": [
    "exposure_times = pt.exposure_time(walk_data, regions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c30b5a8-5923-4693-bd39-3ed9334b9e11",
   "metadata": {},
   "source": [
    "If you recall, exposure time calculates the amount of time it takes for particles to leave a region of interest (ROI), including excursions. To visualize this, we are going to look at a familar plot, the Cumulative Exposure Time Distribution.\n",
    "\n",
    "\n",
    "\n",
    "We are going to make an addition to this plot by toggling `show_thresholds` to `True`. This will print out and display lines on the CDF plot that show the time it takes for particles to reach the following three thresholds:\n",
    "- $E_{50}$: the time it takes for 50% of particles to leave the ROI\n",
    "- $E_{75}$: the time it takes for 75% of particles to leave the ROI\n",
    "- $E_{90}$: the time it takes for 90% of particles to leave the ROI\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "62c920d4-2118-4c05-9b33-b83ddfc8175c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving files in existing directory\n",
      "E50: 15.3 [day]\n",
      "E75: 18.3 [day]\n",
      "E90: 23.4 [day]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timedelta = 86400 # timestep of random walk in seconds\n",
    "exposure_times_plot = dorado.routines.plot_exposure_time(walk_data, \n",
    "                                                         exposure_times,\n",
    "                                                         f'{path2folder}/{model_run}/figs',\n",
    "                                                         timedelta=timedelta, # timestep for model in seconds (1 day = 86400 seconds)\n",
    "                                                         nbins=10, # Binning for CDF exposure time\n",
    "                                                         uniform_timesteps = True, # This should be toggled to 'True' when the process used in this notebook for unsteady data is used. Only toggle this if exposure timesteps were discretely assigned. Otherwise use default (False).\n",
    "                                                         show_thresholds=True) # Toggle this to view exposure time thresholds\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e229df12-087e-43fa-a7d7-466e5f7efe80",
   "metadata": {},
   "source": [
    "We see that it takes 15 days to reach $E_{50}$, 18 days to reach $E_{75}$, and 23 days to reach $E_{90}$. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc4ee9c5-4d1b-409c-95fe-fbca9bfcc0c7",
   "metadata": {},
   "source": [
    "## System-Wide Exposure Time\n",
    "Now that we know the exposure time for all of Lake Pontchartrain as one region of interest (ROI), we want to find how this varies spatially throughout the system. We can do this by creating a grid over all of Lake Pontchartrain (chunks) and finding $E_{50}$, $E_{75}$, and $E_{90}$ the exposure time for particles that began in these chunks, which we call system-wide exposure time. \n",
    "\n",
    "System-wide exposure time, shown by the schematic in Figure 1, is the cumulative amount of time it takes for a particle in one `chunk` of Lake Pontchartrain to exit the sytem, which we define by:\n",
    "- `initial particle locations` defines the starting location of particles, which are the chunks in this example\n",
    "- `region of interest (ROI)` where we are adding up particle exposure time, in this instance, Lake Pontchartrain\n",
    "\n",
    "<center><figure>\n",
    "<img src=\"schematic_transport_times_system-wide.png\" class=\"bg-primary mb-1\" width=\"500px\", align = \"center\">\n",
    "<figcaption align = \"center\"> Figure 1. System-wide exposure time schematic. </figcaption>\n",
    "</figure><center>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e76d08d-e635-4c8c-a5b2-99cfb0d87f0d",
   "metadata": {},
   "source": [
    "#### Resolution Factor\n",
    "To find system-wide exposure time, we first need to create these chunks. Finding the exposure time for each rasterized cell is computationally expensive, therefore, we want to provide a `resolution_factor`, which is how much we want to rasterize by. For this example, our grid has 795 columns and 429 rows (795, 429), which would take a long time to run! Our `resolution_factor` reduces the size of each grid. \n",
    "\n",
    "Let's say our resolution factor is 60 (`resolution_factor = 60`). This means that each chunk has $60$ **x** $60$ cells, with the exception of the last row and column, which may have less if the actual grid resolution is not divisible by this factor. Keep this in mind when interpreting figures. For this model, the truncated row and column are outside of the (ROI), so it does not impact our results or interpretations.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "29b9efa7-f2d8-4abf-a6a0-6a542d5b0982",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original grid Size: (795, 429)\n",
      "Rasterized grid Size: (14, 8)\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resolution_factor = 60\n",
    "rows, cols = elevation.shape\n",
    "print(f'Original grid Size: ({cols + 1}, {rows + 1})') # 1 is added due to give accurate dimensions (a product of zero indexing)\n",
    "n_chunks_rows = rows // resolution_factor\n",
    "n_chunks_cols = cols // resolution_factor\n",
    "print(f'Rasterized grid Size: ({n_chunks_cols + 1}, {n_chunks_rows + 1})') # 1 is added due to give accurate dimensions (a product of zero indexing)\n",
    "\n",
    "# Figure to Visualize\n",
    "fig, ax = plt.subplots(figsize=(6, 4), dpi=300)\n",
    "cax = ax.imshow(elevation, vmin=-10, vmax=0, cmap='viridis')\n",
    "cbar = fig.colorbar(cax, ax=ax, label='Depth (m)', shrink=0.65)\n",
    "cbar.ax.set_ylabel('Depth (m)', fontsize=12)\n",
    "cbar.set_ticks([0, -5, -10])\n",
    "cbar.set_ticklabels(['0', '5', '10'])\n",
    "ax.set_xlabel('Longitude Index', fontsize=12)\n",
    "ax.set_ylabel('Latitude Index', fontsize=12)\n",
    "ax.set_facecolor('whitesmoke')\n",
    "for y in range(0, rows, resolution_factor):\n",
    "    ax.axhline(y - 0.5, color='black', linewidth=0.5)\n",
    "for x in range(0, cols, resolution_factor):\n",
    "    ax.axvline(x - 0.5, color='black', linewidth=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f09773b-573d-4331-91f8-23b9fbf74d3b",
   "metadata": {},
   "source": [
    "We had an original grid size with 795 columns and 429 rows that we reduced to 14 columns and 8 rows.\n",
    "\n",
    "These chunks are a little large, let's try a finer resolution. To do this, we want to decrease the resolution factor.\n",
    "Let's try a resolution factor of 30 (`resolution_factor = 30`). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c1d58583-ed3b-46ab-bbfd-81ee8a001045",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original grid Size: (795, 429)\n",
      "Rasterized grid Size: (39, 21)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resolution_factor = 20\n",
    "rows, cols = elevation.shape\n",
    "print(f'Original grid Size: ({cols + 1}, {rows + 1})') # 1 is added due to give accurate dimensions (a product of zero indexing)\n",
    "n_chunks_rows = rows // resolution_factor\n",
    "n_chunks_cols = cols // resolution_factor\n",
    "print(f'Rasterized grid Size: ({n_chunks_cols}, {n_chunks_rows})') # 1 is added due to give accurate dimensions (a product of zero indexing)\n",
    "\n",
    "# Figure to Visualize\n",
    "fig, ax = plt.subplots(figsize=(6, 4), dpi=300)\n",
    "cax = ax.imshow(elevation, vmin=-10, vmax=0, cmap='viridis')\n",
    "cbar = fig.colorbar(cax, ax=ax, label='Depth (m)', shrink=0.65)\n",
    "cbar.ax.set_ylabel('Depth (m)', fontsize=12)\n",
    "cbar.set_ticks([0, -5, -10])\n",
    "cbar.set_ticklabels(['0', '5', '10'])\n",
    "ax.set_xlabel('Longitude Index', fontsize=12)\n",
    "ax.set_ylabel('Latitude Index', fontsize=12)\n",
    "ax.set_facecolor('whitesmoke')\n",
    "for y in range(0, rows, resolution_factor):\n",
    "    ax.axhline(y - 0.5, color='black', linewidth=0.5)\n",
    "for x in range(0, cols, resolution_factor):\n",
    "    ax.axvline(x - 0.5, color='black', linewidth=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79452edf-e795-4df1-8005-decd43ba7ca4",
   "metadata": {},
   "source": [
    "We have a an original grid size with 795 columns and 429 rows that we reduced to 26 columns and 14 rows. This is a lot finer and will help us capture spatial variablility."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56817cae-8943-477e-900a-cedd27ec78b9",
   "metadata": {},
   "source": [
    "#### System-wide Exposure Time Calculation\n",
    "Now that we have the resolution we desire, we are going to calcuate system-wide exposure time. We need the imput the following variables:\n",
    "`walk_data`, `elevation`, `regions`, and `resolution_factor`.\n",
    "\n",
    "This function `dorado.spatial.systemwide()` which identifies particles began in each chunk, and tracks them until they leave Lake Pontchartrain (ROI) using `dorado.particle_track.exposure_time()`. This returns a list of exposure times for each particle that began in that chunk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73575894-5ed3-4b79-9342-421a2724f598",
   "metadata": {},
   "outputs": [],
   "source": [
    "systemwide_exposure = spat.systemwide(walk_data, elevation, regions, resolution_factor = resolution_factor)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9744090-a84d-4d2d-9b7b-af8d0739ce2c",
   "metadata": {},
   "source": [
    "Now that we have a list of exposure times for particles in each chunk, we want to find how long it takes for particles to reach our three thresholds ($E_{50}$, $E_{75}$, $E_{90}$). The function `dorado.spatial.compute_thresholds()` calculates these thresholds, then puts them into a gridded array to match the shape of `elevation` file, creating a spatial map. \n",
    "\n",
    "We are going to smooth out this spatial map using a Mean Average Deviation filter.\n",
    "\n",
    "We need to define two variables:\n",
    "- `Window Size` Number of adjacent gridcells used to smooth data\n",
    "- `Threshold` Number of gridcells used to supress outliers\n",
    "\n",
    "Additionally, we input `exposure_data`, `elevation`, `timedelta`, and `resolution_factor`, which will output three 2D arrays of exposure time data for our thresholds: `E50_sys`, `E75_sys`, and `E90_sys`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a1a178b6-d85a-48b2-9c3d-cfd2881981f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 5\n",
    "threshold = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c1ac9841-40e7-438e-a5b4-938fd4e01c50",
   "metadata": {},
   "outputs": [],
   "source": [
    "E50_sys, E75_sys, E90_sys = spat.compute_thresholds(\n",
    "    exposure_data=systemwide_exposure,\n",
    "    elevation=elevation,\n",
    "    timedelta=timedelta,\n",
    "    resolution_factor=resolution_factor,\n",
    "    window_size=window_size,\n",
    "    threshold=threshold)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cdd06f4-f6fc-47f6-a430-c1b3ce95c349",
   "metadata": {},
   "source": [
    "#### System-wide Exposure Time Figure\n",
    "Now that we have our three spatial arrays, we are going to plot them. Here we are going to define a few variables:\n",
    "- `title` the label on the colorbar\n",
    "- `cmap` the colormap we want to use. In this example, we use a matplotlib colormap; however, [cmocean](https://matplotlib.org/cmocean/) is another colorbar that is great for this application.\n",
    "- `max_exposure` the maximum time we want the colorbar to go to. For system-wide exposure time, your maximum model time is a good starting point. For this example, the maximum possible exposure time is 30 days (the timeframe of the model).\n",
    "- `cbar_levels` the number of levels we want to split the colorbar by."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "98de2022-6d24-4dfe-a388-847acfba63b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "title = 'System-wide exposure time (days)'\n",
    "cmap = plt.get_cmap('plasma_r')\n",
    "max_exposure = 30 # max time in model\n",
    "cbar_levels = 7"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "562b0442-498e-4cb9-a32a-3017e35d879f",
   "metadata": {},
   "source": [
    "In addition to these variables, we will enter `E50_sys`, `E75_sys`, `E90_sys`, and `elevation`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c8204510-e80f-4b6c-b0ed-78fe4962301a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3288x840 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "systemwide_plot = spat.plot_spatial(exposure_maps=[E50_sys, E75_sys, E90_sys],\n",
    "                                        elevation=elevation,\n",
    "                                        max_exposure=max_exposure,\n",
    "                                        cbar_levels=cbar_levels,\n",
    "                                        cmap=cmap,\n",
    "                                        title=title)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d530610-cdbf-4b21-9d9d-500f9c3874f0",
   "metadata": {},
   "source": [
    "This figure shows longer exposure times furthest from the ocean boundary, which is what we would expect! \n",
    "\n",
    "We are able to see how long it takes for water from exit the system from different locations. What if we want to see how long water starting in one of those locations, remains in that location? We call this `localized exposure time`.\n",
    "\n",
    "(**Note:** If additional edge smoothing and preservation is desired, the creation of a mesh grid coupled with `matplotlib.contourf()` may be used instead of `matplotlib.imshow()` in the `spat.plot_spatial()` can be used.)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72f34fab-4e28-4a6d-9294-da4addd1c56a",
   "metadata": {},
   "source": [
    "## Localized Exposure Time\n",
    "Localized exposure time, shown by the schematic in Figure 2, is the cumulative amount of time it takes for a particle in one `chunk` of Lake Pontchartrain to exit the sytem, which we define by:\n",
    "- `initial particle locations` defines the starting location of particles, which are the chunks in this example\n",
    "- `region of interest (ROI)` where we are adding up particle exposure time, in this instance, we are using those same chunks\n",
    "\n",
    "This helps us quanitfy how long particles may remain in one particular area.\n",
    "\n",
    "<center><figure>\n",
    "<img src=\"schematic_transport_times_localized.png\" class=\"bg-primary mb-1\" width=\"500px\", align = \"center\">\n",
    "<figcaption align = \"center\"> Figure 2. Localized exposure time schematic. </figcaption>\n",
    "</figure><center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0f1dde8-5224-4342-869a-9bf5743a550d",
   "metadata": {},
   "source": [
    "#### Resolution Factor and Localized Exposure Time Calculation\n",
    "Here we are keeping the same `resolution_factor` that we used for system-wide exposure time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "415d22b9-fc6a-4be8-8b01-4a51e8e9ac6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "localized_exposure = spat.localized(walk_data, elevation, regions, resolution_factor = resolution_factor)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7339bf8-a3b1-4b02-a26c-ac1b6c434bc7",
   "metadata": {},
   "source": [
    "We are keeping the same smoothing parameters, but if you would like to change them, we can redefine them here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bd04898d-1485-4eb1-b2e4-aebc636627cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 5\n",
    "threshold = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bb7750b2-d9d6-4e38-9937-18c31e8ea85f",
   "metadata": {},
   "outputs": [],
   "source": [
    "E50_local, E75_local, E90_local = spat.compute_thresholds(\n",
    "                                                exposure_data=localized_exposure,\n",
    "                                                elevation=elevation,\n",
    "                                                timedelta=timedelta,\n",
    "                                                resolution_factor=resolution_factor,\n",
    "                                                window_size=window_size,\n",
    "                                                threshold=threshold)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ec7023c-8be5-4e78-9310-ad74dfebf611",
   "metadata": {},
   "source": [
    "#### Localized Exposure Time Figure\n",
    "In previous studies using this method, localized exposure times were smaller than system-wide, therefore, we can change the max exposure times for our colorbar. This makes it easy to test different numbers to see what best displays our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4f09e331-308f-40d4-98b1-66bd9df84f7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "title_local = 'Localized exposure time (days)'\n",
    "cmap_local = plt.get_cmap('viridis_r')\n",
    "max_exposure_local = 7\n",
    "cbar_levels_local = 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0bbb4dda-7dfd-4bcf-8e02-91c76c28dcc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3288x840 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "localized_plot = spat.plot_spatial(\n",
    "                            exposure_maps=[E50_local, E75_local, E90_local],\n",
    "                            elevation=elevation,\n",
    "                            max_exposure=max_exposure_local,\n",
    "                            cbar_levels=cbar_levels_local,\n",
    "                            cmap=cmap_local,\n",
    "                            title=title_local)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d7bd68b-a627-411b-a9a8-14df0ec9cfcd",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "source": [
    "As you can see, our exposure time values are much lower than system-wide. This makes sense! Localized exposure times should be lower, as we are only quantifying how long these particles remain in these chunks.\n",
    "Additioanlly, we are seeing zones of increased exposure time, essentailly, areas where localized flows trapped particles. \n",
    "\n",
    "If you have any questions or need help with implementation to your model, please do not hesitate to contact Caitlin R. R. Turner at cturn65@lsu.edu "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68e34fc2-bb41-4f97-88bb-aae237a99f43",
   "metadata": {},
   "source": [
    "#### **Cited**:\n",
    "Turner, C. R. R. (2025). Lake Pontchartrain Toy Model. [Dataset]. HydroShare, https://doi.org/10.4211/hs.2301e151c62d4febb59655885458ab0c\n",
    "\n",
    "Turner, C. R. R., & Hiatt, M. (2025a). Water exposure time distributions controlled by freshwater releases in a semi-enclosed estuary. Water Resources Research, 61 (7), e2025WR040287, https://doi.org/10.1029/2025WR040287\n",
    "\n",
    "Turner, C. R. R., & Hiatt, M. (2025b). Water exposure time distributions controlled by freshwater releases in a semi-enclosed estuary published in water resources research wrr 2025 data. [Dataset]. Hydroshare, https://doi.org/10.4211/hs.f1c83ff830bb47c5a7c84e6f5217ea5c"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc5bb6a7-5572-430f-acdc-dcb372170f06",
   "metadata": {},
   "source": [
    "#### **Acknowledgments:**\n",
    "This work has been partially supported with funding provided by the Louisiana Sea Grant College Program (LSG) under its Competitive Research Program (Project ID: R/TMA-03) and NOAA Award No. NA18OAR4170098, and through the US Department of Defense/Army Engineer Research and Development Center (ERDC) under Contract No. W912HZ2220005. Additional support was provided from the National Science Foundation (NSF) through Open Earthscape (Collaborative Research: Frameworks: OpenEarthscape - Transformative Cyberinfrastructure for Modeling and Simulation in the Earth-Surface Science Communities) under its Summer Research Scholars Program under award No. 2104102."
   ]
  }
 ],
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